{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression\n",
    "\n",
    "In this lecture, I show how easy and practical is to engineer features in an entire dataset utilising Feature-engine and the scikit-learn pipeline.\n",
    "\n",
    "**We use the Ames House Prices dataset produced by Professor Dean De Cock:**\n",
    "\n",
    "Dean De Cock (2011) Ames, Iowa: Alternative to the Boston Housing\n",
    "Data as an End of Semester Regression Project, Journal of Statistics Education, Vol.19, No. 3\n",
    "\n",
    "http://jse.amstat.org/v19n3/decock.pdf\n",
    "\n",
    "https://www.tandfonline.com/doi/abs/10.1080/10691898.2011.11889627\n",
    "\n",
    "The version of the dataset used in this notebook can be obtained from [Kaggle](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-05T18:54:07.239918Z",
     "iopub.status.busy": "2021-01-05T18:54:07.239198Z",
     "iopub.status.idle": "2021-01-05T18:54:08.546271Z",
     "shell.execute_reply": "2021-01-05T18:54:08.545516Z"
    },
    "papermill": {
     "duration": 1.331629,
     "end_time": "2021-01-05T18:54:08.546399",
     "exception": false,
     "start_time": "2021-01-05T18:54:07.214770",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# for the model\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import mean_squared_error, r2_score, log_loss\n",
    "\n",
    "# for feature engineering\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from feature_engine import imputation as mdi\n",
    "from feature_engine import discretisation as dsc\n",
    "from feature_engine import encoding as ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-05T18:54:08.589272Z",
     "iopub.status.busy": "2021-01-05T18:54:08.588570Z",
     "iopub.status.idle": "2021-01-05T18:54:08.725603Z",
     "shell.execute_reply": "2021-01-05T18:54:08.724949Z"
    },
    "papermill": {
     "duration": 0.161779,
     "end_time": "2021-01-05T18:54:08.725737",
     "exception": false,
     "start_time": "2021-01-05T18:54:08.563958",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# load training data\n",
    "data = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-05T18:54:08.878581Z",
     "iopub.status.busy": "2021-01-05T18:54:08.877874Z",
     "iopub.status.idle": "2021-01-05T18:54:08.885683Z",
     "shell.execute_reply": "2021-01-05T18:54:08.884993Z"
    },
    "papermill": {
     "duration": 0.038643,
     "end_time": "2021-01-05T18:54:08.885800",
     "exception": false,
     "start_time": "2021-01-05T18:54:08.847157",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# make lists of variable types\n",
    "\n",
    "categorical = [var for var in data.columns if data[var].dtype == 'O']\n",
    "\n",
    "year_vars = [var for var in data.columns if 'Yr' in var or 'Year' in var]\n",
    "\n",
    "discrete = [\n",
    "    var for var in data.columns if data[var].dtype != 'O'\n",
    "    and len(data[var].unique()) < 20 and var not in year_vars\n",
    "]\n",
    "\n",
    "numerical = [\n",
    "    var for var in data.columns if data[var].dtype != 'O'\n",
    "    if var not in discrete and var not in ['Id', 'SalePrice']\n",
    "    and var not in year_vars\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x3c0db18910>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 900x180 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# some plots to get familiar with the variable distributions\n",
    "\n",
    "sns.pairplot(data=data,\n",
    "             y_vars=['SalePrice'],\n",
    "             x_vars=['LotFrontage',\n",
    "                     'LotArea',\n",
    "                     'MasVnrArea',\n",
    "                     'BsmtFinSF1',\n",
    "                     'BsmtFinSF2', ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x3c0db8c6d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x180 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=data,\n",
    "             y_vars=['SalePrice'],\n",
    "             x_vars=['BsmtUnfSF',\n",
    "                     'TotalBsmtSF',\n",
    "                     '1stFlrSF',\n",
    "                     '2ndFlrSF',\n",
    "                     'LowQualFinSF', ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x3c0ddb7520>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x180 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=data,\n",
    "             y_vars=['SalePrice'],\n",
    "             x_vars=['GrLivArea',\n",
    "                     'GarageArea',\n",
    "                     'WoodDeckSF',\n",
    "                     'OpenPorchSF',\n",
    "                     'EnclosedPorch', ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x3c0dcb7ac0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V4W7ayUCqzNqYDJTkZTt+VyVJMh11uPLTGpFKLZJda0p60JNTUSIiV/j+HN6HxBjzdWPMYGPMMKxEyzXGmM8DLwFX2YvdCPzJfr3Cfo/9+RpjjLHbrxWRHHtURw3wJvAWUCMiw0Uk297HCnudUPuIiMZ2DwtXbQu6WC5ctY3G9uQYz53sN+1UmbUxGfAaw/wZNUHf1fwZNXhN8ncjnKxzq10n8SWVtaakDj11f/yV4Gqage/7WlHzLmCZiHwPeAd42G5/GHjcTsQ8guUkYIzZJCJPAe8DncCtxhgPgIjcBryANaT0EWPMph72ERGNrZ2OF8tkSWjy3bS7hp2T5aadKrM2JgNHmzpY+lqtPyPfGFj6Wi3D+yXHuQzHySRyatdJ/EllrSmpQ1inwhhzczR2Yox5GXjZfr2TE6M3ApdpBa4Osf73sUaQdG1fCax0aHfcR6T0K8h2vFiW5ydHmDAVbtq+sPmpmEPRG8oLsjna3M4DL+3wt7mzXJQlidbCcTLObbLnBaUj/UJoLVmua0p6ENHU5yJSISIPi8hz9vtRIjIntqYljjZPJ9++NHiK4G9fOpp2T3J0f0BqTLWs9ExOpjX/QqDWvnPZaHIyI/ppJhSfc7ty3lSWzZ3MynlTI440JHteUDqSCtc1JfWJdCzRo8BvgG/Y77dhVdfsVbdCqpDpcrFmyz4evH4CR5s6KM3P4onXd/Hv50dS60tRIud4WztlBdksuX4CR5o6KMvPot3jpbEtNTLy+xqR0hoY8Ueva0o8iNSp6GeMecoul40xplNE0ta9zc3KZMaZlXzx8XX+sO49l40mN0vHcyvRJS8rix0H6rn3+S1+rX1t5hmMGVycaNN6TW8KsiV7XlA6otc1JR5EqqYmESnHSs5ERKZgFadKS1o6PCzoMpvfghWbePTmcxNsmZJutHu8focCLK3d+/yWlNNabxMvUyEvKN3Q65oSDyLtuL0Da2jnaSLyd6yJv26PmVUJpqHFefTH8ZbkGP2hpA/porW+1KzQvKD4ki5aU5KbSOf+eFtEPgGcDgiw1RiT+MkJYkRhbqZjf2+BO3nDhMk8F4gSmmTR2snqR6uoJj/JojUlvQmrpjAFrkaKCMaYvtSpSHpaOzr5yoUj+dlftvlDuV+5cCRtncmZRqJj/lOXZNBaNPQTy8TLQIcnLzuTdo+H8vwcdZx7STJoTUl/enJRLw3zWV+LXyU9edmZlOZl8pOrxtLU1km+O5Pmtg5yszMSbZojOuY/dUkGrUVDP7FKvHRyeOZNr2H52t3cNfNMdZx7QTJoTUl/4lL8KtXIFBd1TR3cveJ9/4Vs/owaTuufnLUDNPScuiSD1qKhn1glXjo5PIvXbGfO+dXqOPeSZNCakv5ErCYR+YyI3Ckid/v+YmlYImnp8LBodfAUwYtWb6elIznDhMk+F4gSmmTQWrT0E4vEy1AOj4gWy+otyaA1Jf2JtKLmr4BrsEZ8CFY57aExtCuhNLc7Z0k3J8mEYl3RCbxSl2TQWl/0E6/JwEI5PMao49xbkkFrSvoTadrvvxhjxojIRmPMPSLyU+C5WBqWSIpzsxhansusMYMQ+2Hr2Q17Kc5NzixpHfOfuiSD1nqrn54SOyMdSRLJck65Gr6cCnWce0cyaE1JfyJVU4v9v1lEPoY1i2hlbExKPBkuw60XjOBuu1CMbz6GZJ6OQSfwSk2SRWuR6sfrNby791jIxM5h5fkRjSSJdMRJoMNjjf7IoMPjZeZZA+PmOKfLcO1wWnvtg8MpfWxK8hDppevPIlIC/AhYB+wCnoyVUYnGa1z+Hx5YF827V2zCY/THpkSXVNKa12tYs/UAHx1p4QtTq7lt+ggqi63uh9YOL7V1Tew63HMRLJ9jsmV/A1+YWk1lsTtssSyfw3Peaf0YO6SUicPK41Ysy+f8XLL4VT736ze4ZPGrPL9pP16viVsXULQIp7WuxxZ2Oyl23Ep86alOxbnAR8aY79rvC4B3gS3Az2JvXmI40tROaV42V4wf7A8TPrNuD0ebUmOSJyV1qGtsc9RaXVNbYg1zYPeRJrYfaPQn+/m6Ih5/vZajze2889Exmto8YUeSBEYoSvOyuXriYO64aCQHj7fy29d3J92IpVDDbUfNn8r7+46nVG2YI03tjufGd12LZCixU4Tp/uvOYXh5AQePp3YkR4kOPXV/PAhcCCAi04B7sZI1xwFLgKtiaVyiGFCYww3nDQ26eM6fUUP/gpxEm5a0pEuION5UFLkdtVZRkHwJiAca2rqNHli8Zjtzp1Xjzszg8ddrmT1xcNgiWL6bdGleNtdPGcriNcHHPbAouY471OiTAw1tKVcbpiw/2/HclOZl+9/3NJS4q5NVmpfN9gON3Pa7d1LGuVJiS0/dHxnGmCP262uAJcaYZ4wx3wJGxNa0xNHU7jz0qlmHXjkSLkSshKc5hbTWFGL0QM2AQh5/vZZ99a08tXYPP/jXs4NGktx35RjqmtrYeajRf5O+Yvxgv0Ph286i1dvxeLvtNqGEGn0S6ruI1hDXWHQxHG3uYN70mqBzM296DcdaTsy44M5yMbDIHXLfXZ2sK8YP7qbfnuZ8UdKbniIVGSKSaYzpBGYAc3uxbsrSokOveoVW9Ow7qTTMb2hZvuOTbm1dE/vqrZvp0eZ2xleVsNJOrOzwGL71p3eprWvBneXi19dPxJ3lIifT5XjchxpbOW1A9DXT10haqEqhob6LcENcezMqJhZl98vysvjB2t3MOb8aETAGlq/dzU+uGuu3//7rzgnbrVNR5A4aQTKkJFcL7ylB9OQYPAn8VUQOY40AeRVAREaQxlOf9yvIcbxglOdnh1nr1EUrevadUCHpsvysBFrlzPB+3W+w3/vsWfxizXbgRH2LqrITN8tLFr8a5Gx+80/v8vNrxmHs5WMxV0hXTuYmHWq4LdCrsuS9sSFWTnp2pvAfnxjBPc+eGP2x4NLRZGcKy+ZOZkChG2PgM794NeS+q0rzuH16Dd/843u0dniZP2NE3M6jkhr0VKb7+yKyGmv46IvGGF8czEUaT31e39LOXTPP4L7nt/h/fHfNPIPjrWk7MetJEcvJpNKd420djlprbIvudNTRynkZVVnIYzdPorm9k6qyfIaW5TFxaCkHGtpo93goysnijV11VBS5qWtq6+Zs1ta1UJ6fzVef3sC86TVBORXf/9ezqSrNi9Yh+znZm3So4ba9qe3RGxti5aTvb2jjxff28eD1Ezja1EFpfhaP/m0X5flDuXj0QMAaWhpu37uPNvsdCoCn1u5h/oyaoJwgrR9yatNjF4Yx5nWHtm2xMSc5yM3KIENg7rRqvAZcAhkCOVlJXKgiBkR6I4rVZFKnAnlZmY5ay82K3iRPJxtO93oNuw43sXlfA9sPHueptXs42txudwPk8f6+49z3/GaumVgV5CTcd8UYhpbnUlvX4t+WO8vF8dZOautaePz12qBQfN3xVnYfbY56dCtWN+ne1IbpjQ2xctJLcrOYVF3OFx9fF5QcW5yb6f+tu0TC7rvrceyrb2Xpa7U8dvMkDEYL7ynpmxdxMmRmZPCD57Z0+2H9ds7kBFp1cjg5CEBIp6E3NyKt6Nl3MlyumGvtZJ7UQ80S+vjrtdzx1HqWz53CHU+tZ8751d0SL+/6w0Z+NnscXwlYd/6MGkrysnBnudhX38oDL+3wH/Oc86tj0mWWDJG03tgQKyc9w+VyTAr+7ZzJQcN8w0UenI7jaHM7/QtztKtTAdSpcORwY/ewbWuHl7rG5KsdEIpAJ2JAoZtddcHDvu6/7hzaO01Ip6G3NyKt6Nk34qG1k3lSDzdL6AMv7WBfvbVtERzrbWw/2BgUjVj6Wi1nDCzgvivHcNczG4McleVrd3Pl+EFRO24fyRBJ640NsXLSw2nNZ5cv8jB3WjXnDClhaHl+0L6T4btUkht1Khwotp+kuj5VFOUmPnkuVJdET07E/Bk1lOZl+28CG/fUs+SVnSGdBk2+jA/x0NrJPKmHmyXUneWisjgXd5aLgpwMx3obGQILV+0I2m9Zfg5TRxRTmpfN2tojeLzWKIS7Zp4Zk5tTMkTSemtDLJz0cFrr2qWxePUOls2d3G3/yfBdKsmNOhUOtHd4+PrMM6hrbsdrrD7usrxs2jsTO8wvVJfExWdW8OLmA0HtXZ2IRatPPF0CeA1hnYZkCBmfCsRDa319uvR6DZ0e46gDl1ijH0ZXFrFw9jhq65ocQ+sPXj/Bv75vtMjoymJcLmFQSS6d3hLyczK5esKgoFEj0SYZImmJtiGc1nrzW0/0cSjJTcycChEZAiwFKgCDVThrkYiUAcuBYcCHwGxjzFEREWARcAnQDNxkjHnb3taNwDftTX/PGPOY3T4BeBTIBVYC840xJtQ+IrW9JDebNk+j/0neneXijotGUpKb2CGloeZVWH7LlG7tXZ0I39OljwwJP6RPw5zxoTg3izaPt5vWit3Ri1T09enyw7omvvmnd7uN0vjBv57N+KoSvxMwc/RAXt520NlJbWjjjgtrGFicy7DyPEbZDoWTc1xVFpm2tHpr3wh3XfvNTefy0xe3sLa2Xn/rykkRy+EMncB/GWNGAVOAW0VkFPA1YLUxpgZYbb8H+DRQY//NBX4JYDsIC4DJwCRggYiU2uv8ErglYL2ZdnuofUREa6eHhau2Bd2kF67aRmuCIxW1R5ocL9x761tChqh9+J4ufa/PHlzMwtnjgqrr+S4kvot2/8Jsls+dwpO3TGblvKlaejcGNLY5a60xysWvfE+XU6r7RTwZ14GG1qBRGrdNH8Gc86spcGcGRRVcLmFYeb5j5cmPjjbT6YWfrtpKgTuLzExXyHydSKowavXWvhPuunbzo29x3eRh/N+8j+tvXTkpYhapMMbsA/bZr4+LyGZgEHA5cIG92GPAy8BddvtSuxbG6yJSIiKV9rKrfOXCRWQVMFNEXgaKfENeRWQp8FnguTD7iIi6EBPv1CV4QrH87EzH6EKoYl2BTsTC2eMYVVnIv5xWHlTAx6moj9NT5OTh5XqRiQEt7c4TcLUkQUVNXxdY11Ea82fUMKJL+NspshU42VjgyI5I83WcIhJavbXvhLuufWFqNYtWb2PBpaOZNqLolPytawQsOsQlp0JEhgHnAG8AFbbDAbAfq3sELIfjo4DV9tht4dr3OLQTZh9d7ZqLXXq8qqrK3z6g0PkmPSDBE4pVFOV0G+41f0YNFUU5jl0VXZ0Il0sY1i/4wtu1b3TnoUa9aEeZUDoDKM13Tp4rTYKKmlWlef6KmbPGDCLDBWdWFnG8uZ0jTW1BenC5hIvPrGDJ9RN488OjGIN/PhCADBf+rrVQ+Tr9AyZR65o/NLQ8l+9efjbN7Z18YWo1z6zb4992a4eXAw3W61P9hhBOa+Gua3e8ahUj23HgOOX52YwdUsqpRKxKo5+KxLyakz1d+jPAl40xDYGf2VGJmMYtw+3DGLPEGDPRGDOxf//+/nYBFlw6OqhrYMGlo4O6E6JFTxMHBX4OUFNRwNxpVih67rRqaioKGFKaz8VnVrB87hR+9W/jWT53ChefWcGwfr0Ld0P44YfJSiwmX4rmfkLpzIej1qJqee905vt899Fm+hVkM3faafx54148Xti8r4HCvGwK3RmOy6+rPcqzG/aSm+XiyzNq+MXnzuG/P30651WX+yNhvqhG4DHfPWsUe441+e0KjEhUFru5ZmIVcx9fy3/89m0eenUn108ZSmWx278+oF0ihNdauOuab6jwwJI8v7N2KnEyXXJKMDGNVIhIFpZD8YQx5g928wERqTTG7LO7Nw7a7XuBIQGrD7bb9nKiK8PX/rLdPthh+XD7iIjWTi/PrNvNj64aS0t7J3nZmTz2j5185aLTe7OZHunJO3b6/P7rzuHysYM41BjcZdF19EdfvexUG/URryeMWO2nLQ5ac7L9vivH8LESN+X5OVSV5jnqp39hNk1tHpa88kFQtcyh5bnc+ska7v7Te0HLVxbnUJ6f3e2z+TNqqG/uYN3uI5Tn5zCsPJ/RHyvkZ7PHsXl/Ax4vPPjKB1x7bhVDy/IZ1i+4i8RpRlNfrYyH/7aTedNreHfPMY2u9UBP17XWDi+765qYUl2eYEvjjw6hjx4xi1TYozkeBjYbYxYGfLQCuNF+fSPwp4D2G8RiClBvd2G8AFwsIqV2gubFwAv2Zw0iMsXe1w1dtuW0j4ho6/Qw/YyB3Pn0Bu565l3+39MbmH7GQNo7PVF9Ku7JO3b6/LbfvYMIQRGIaHrZTk+RyZwJHq8njFjtJ5zWIiESPTrZftczG3l562EuWfwqb9bWOR5bToaLprZOrp4wJOimPmvMIL/T4Fv+vuc309ZpyMvJ5EhjG/Nn1HDb9BF8YWo1y97azfv7G/z7e37TfvbXt/GVp9azePUOHnhpB7V1LSxavZ0DDVbRr8Apx31P0oG0dnipKstlzvnVLF+7m/pWT7fPj9jTrcc6gpUq9KQ1d5aLMYOL8Xg9Yb+reEUG40moKe6T9WEqmYllpOLjwPXAuyKy3m77b+Be4CkRmQPUArPtz1ZiDSfdgTWk9GYAY8wREfku8Ja93Hd8SZvAlzgxpPQ5+48w+4iI3KxMxyej39x0blSfVnvyjiP1nqPpZadacZt4PWHEaj95YbTWE5FGT8IVsCrNy+ZIY4fj5/sb2qipsM594Oddb/K+7ombfvNmUHTimXXWHCHzptfgckF7p/E7LL/43DmO+2xutyZSC0z8LMjJYN6MEfjuXb7t7j7SwsN/28nPrxnHrsNN3DZ9hP/z7Exh77FW/u3hN6PyWw38zlM1mS/cdc2d5eJbs0bR1OahuR3WbD3ABTUD2HOsmQMNbTS1dzLUnkAuWlHRZEKH0EePWI7++BuE7Bqe4bC8AW4Nsa1HgEcc2tcCZzm01zntI1LqW5wvsg0tHVFNYuypqyHSrohod1mkUnGbeHXXxGo/x8JorSciHQkRynZjrK4FQtQsae/0cqy5k4+ONDt+Hq57IrBOyuI12/nJVWPxrV2al01xbpbfUfAlXbqzXOTnZLLzUCPDyvOZOXogo+ZP5Z3dx/j6/74b5LAM75dPv4JsZk8cxPrd9d2Sl8cNKeHmR9+KapdIqifzhbuuLZw9jvue30xtXYu/foVLDrJ1f2PQd/ujK8fw01Vb066rKdUeppKZU2vazQjpX5Bj9xuP4Lbp1t/Q8lzKC3KimsTYU1dDpF0RVaV5LLl+IvNmnLB14exxuIS0ClE6Ea/umljtJ5zWeqKnpFpfmLquqY37rhwTZPu3Zo2i0J1BVWkue442M39GTdDn82fU8NHRZt756BhPrd3DvOknPn92w17uuexEwl+Gy7l7wpfY3Nrhpd3j5Z/HmqksdnPDeUO54ZE3Wbx6hz/pcmh5LndcNJL5y9b7u0gAPF78DoVvW4tWb2dE/wLGV5VRW9fCwr9s9dfR8HW3uESi+luF1E/mC6e1O55a759NtrXDql/R3ObtViX1zmc2MmtM8PwsyZ7IHSl9qeWS6sSiK0vLdDuQ4YIvXTCCBSs2+T30ey4bTaYrfBXK3tKTdxyJ9+z1mm7hyPuuHEN+jouZi14N+0QVz1BurPYVryeMWO0nnNZ6IlQEIjcrg85Ob5AuhpbnsuT6iWS6hLZOD99+dhO1dS3MnzGCP67fy7//y/Cg6dcHlebyz2Mt5GVncLS5PWiacpdAW4eHn1w1lub2TnJD1E8x5sTrAw2tNLZ5uHri4G43Kl8k4/srN/tHHviefkMVfPvoaDMul7BlX323KdfnTa+hw9O70tORkOrJfOG05nRcTW2dju0ZXbSpuQepSawibxqpcKCl0+P/4YH1Q1qwYhOtnd6oP6325B339HmoJLx1td2z4QOfqOJZmTDW+4rXE0Ys9hNOaz3hFD2ZN72Gecve4R87g5Mva+tamPv4WvJzMvjPJ972P5U+tXYP155bxSP/2IXHazkMZw4s4qFXdvLzv2zHJcLCq8dytLmdB16yIgvuzAwe/vsuinKzKCvI5icvbgmKZPgiHX94e4//9YCiHArdGQwqyQ15A7tywmBumz6CymK3/2btK/gWiDvLRUFOJgcaWqksyXPMEyjMyYr6bzXVk/nCac3puCpLnI934tCylEnkVkITq8ibRiocaGh29tAbmjsT2u/m9LQf6ump6/266xNVPCsTahXE0ITTWk/4oieD5k5h9ZaDeLwnCk6trT3iuF3fBHM+fFNd//yacdS3dPDeP+v5zp/f90cMFq7axuNzJrHk+olBM4rOmzGSYncmJfm5/OLac9i4t57f3HSuHd3IxOP18KOrxnC8tROXwP+8tINtBxv55efHO0YQ9ta3cP+aHX7HaPna3QwodOMSuOOikf7y0j4npa6pnTMGFrKu9qhzwmeHJ+q/1VRP5guntfuvG8/GPcfwGqt769YLRrB49bZu874snD2Of6kuZ6XmHqQ8sYq8qVPhQG52huOFz53tSlgSY6hQ1ekVhY62dv2Nd32iimcoN9XDxrEknNYiweUSmts9LF69I6jda5y76opzu1fwPNrcTqfXS6ZL8Bq4csJgf/Jka4eXXYeamDS8jEElg9i8v4FidxX7jrVQd7yV0YOKaWjppDQvm637GzAGCtyZHG8zfHXpWr9WvzVrFA0tHTzw0nbuu3IMdz2zMchJWPpaLXAi0rDk+on+m/XZg4r9XTPGwNLXrNLf/3f7VMYOLnE8zooid9R/q6mezBdOa3MfX+c/H9/77Fkse7OWtbX17D3Wxpzzq8lwwYzTB3D24JKUSuRWQhOr5HPt/nAgLzvDMXEtNzsjYTaFetrPcOEY5p0wtMSfuDl/xgjuv+6coCeqeIZyUz1sHEt6qzWnxKqKIne3BLzXPzjULTnzjotGsv3Acb41a1SwXq4ey6Z/NvCl373N/Wt2BFWsdGe5yM3OZH9DKyLw4xe20OmF36/7CIMw57G1/OcTb/Nfv99AS4cXlwgg3epYfPfP79PY5mFtbT2DStysnDeVZXMn89jNk1j6Wm1QFcfWDi9ZGYLLJf4b9uLVO7h/jVXTwufs7D7SxORhZd2OM5bRg1RO5guntcBz9c0/vsfkaqsap2/el8Wrd9DS6fEX5Uu3OhWnIrFKPtdIhQM5mS4GFruDEtcGFrtxR5I9FyNCPe3vb2jt9vTkq5AYOMXxwtnjgtaNZyg31cPGsSSU1nK6ZsMROlp14ekDuH16Dd/843tBT5ufHjWQswcVU1vXxJb9x8nJcPGD57ZQmpfN3GnVDO+Xz96jLRTnZXHH7zd0y0uYO62a3KwM9h1rZvTHijjQ0MqsMYNYvnY3/3XxGdz5dPA6i1Zb6wwpyws5GsSd5aIsP8f/pLvzUCNHm4Mn6vNFGnyEeqJ656NjtHR4+cxZlZw9qDglowfxJNLrWrhkzFQfVqucIFaRN3UqHDjW0k5OhouRAwppau8kPzsTl1jjvBNFuFBV13BkJJOCxTOUm+ph41gSSmsNrd21FipatXzuFL9D4Wv/5h/fY3xVqb+IWmObxz/qYl99K4tXW/kLc6dV0xxiptTBJbm0e7wMLD5RDr7YncE1E6vYcfB4yFyeTq8J2SXX1ZmMxOHsaQbUlbauNRwfnkiva1YyZqn/HAaeE82PSi9i0ZWlToUDma4M7nthE7PGDELE6sf988a9/PCKMQmzqTdP+5HmMMSzb1T7YZ0JpbV7HbQW6rx2Tb70tfvOd0WRO2QtiZEVhVSX5zs6AcP75dO/MIeqMnuG2/J8zh5sFZX6wtTqkI5Ddb98vvfZs4IiJ9+9/CwmDi1laBdnMhKH07dM+c2TeHXH4W4zoGpuTmSEu64FOhDfufwsWjo8zJ9RQ1O7B5dAdqZ1PjQ/SukJdSocON7aSW1dCw+8FJz81tTac0Z+rOjN036qTQp2KhNKa40OWgt1Xn25D6HO97DyfM61hwF2XebMgUUM7+fssE4YWtbt5m6MdRN5Zt0evnLhSH72l+BRGTUVluM4rDyfmgEF7K9vZWCxm9GVxWSG6D6MxOF0uYT+hTk89OpO1XUfCXddmzutmup+BRxpaqM4N4v5y97xV0QF63teOW+qXluUHlGnwoH+hdkMLc/1e/RgDbPqV5CdULsifdrXHIbUoV+Bs9bKHbQW6ryOriwOe75dLuG86vJuoy4Wzh7H8H75vXJYB9oOzL76Vh79x4fc9skRDCjMYVBpLoNKcv1RDZdLGDuklLFDum2iz6iuT45w17URAwpZ+o+dXDm+igfsIaQScPp90YhJw8r1HChhEWM0cxdg4sSJZu3atQC8sesQBxra2XGwEa+BDIHTBhRQUZTN5OH9E2xpZPhqWmgOQ9wJ+yUH6gx6r7VQ5zWS8x1umUgrniY6UU917afHg+6N1ppavTS1ezjY0MpDf9vF0eZ2x0hFdf8CPQenHr06uRqpcCDLlcHeoy1Boyfmz6hhcEluok2LGM1hSA16q7VQ5zXSLgSnZXrjKCQ66VZ13XfCaW39niP+wlc3f3wYlcVufvLiVqD7UEM9B0o4tE6FA41tnd3mJ1i0ejuNbYnLqVDSk2TQWm/L9aZyrYZTmXBa803uds3EKp54o5YzBhbxm5smsWzuZFbOm6pDRpWIUafCgVBD7JrbPQmySElXkkFrPc12qqQHPWnNV59k1phB7DnarI6j0ifUqXCgPD/bsQJkeX5iEzWV9CMZtKYVT08NItGar/BVXrb2jCt9Q50KB3zj6gPLl3738rPIydKvS4kuyaC1WJXrVZKLSLTmG2ZcUZQT1X1rae9TB3VHHWjvNNz/0nbmnF/tLxJz/0vbu5W6VpSTJRm0lujkSyU+hNLaT68eC+Cf+C0vx0VVWfQcykSPGFLiizoVDtQ1tTkWialrbA+xhqL0jWTRmmb0pz+htHakqYMfXXk2A4vdDCnN61b19GTR0t6nFupUOJCblelYNS6Rs5Qq6YlqTYkX4bQ2YkBZzKJTWtr71EKTBBzIzhTHKYKzMzRUp0QX1ZoSL8JpLZYjPDQR+NRCIxUOuDMzyM/OCJoiOD87g5xMfXpUootqTYkXidKallc/tVCnwoHDzW2IBHvtIsKR5rYEWaSkK6o1JV4kSmuaCHxqod0fDmRnZPDQ33bisbsBPV546G87ycrQp0cluqjWlHiRSK1pFdZTB41UOFCWl8W151b5S9r6+h5L87ISbZqSZqjWlHihWlPiQdo6FSIyE1gEZAAPGWPujXTd0yuK2Hm4KajvcXBpLmdUFMXMXuXURLWmxAvVmhIP0tKpEJEM4AHgImAP8JaIrDDGvB/J+pmZLj49upKqsnr217cysNjN6MpiMjO1t0iJLqo1JV6o1pR4kJZOBTAJ2GGM2QkgIsuAy4GInAqwfoBjh5QydkiMLFQUG9WaEi9Ua0qsSVcXdRDwUcD7PXaboiiKoigxIl0jFREhInOBufbbRhHZ6rBYP+Bw/KyKC+l2TMl0PM8bY2YGNkSoM0iu44g26XxsEP/j66YzSEutpYqdkL62OmotFGJM+s0WJyLnAd82xnzKfv91AGPMD/uwrbXGmIlRNjGhpNsxpcvxpMtxOJHOxwapd3ypYm+q2Alqq4907f54C6gRkeEikg1cC6xIsE2KoiiKktakZfeHMaZTRG4DXsAaUvqIMWZTgs1SFEVRlLQmLZ0KAGPMSmBlFDa1JArbSDbS7ZjS5XjS5TicSOdjg9Q7vlSxN1XsBLUVSNOcCkVRFEVR4k+65lQoiqIoihJn1KlQFEVRFCUqqFMRBhGZKSJbRWSHiHwt0fZEgogMEZGXROR9EdkkIvPt9jIRWSUi2+3/pXa7iMhi+xg3isj4xB6BMyKSISLviMif7ffDReQN2+7l9igfRCTHfr/D/nxYQg2PkFTUWiDpqrtA0kGDyaIzEflQRN4VkfUistZu67VWRORGe/ntInJjlGx7REQOish7AW1Rs01EJtjHvsNet09Ttoaw89sistf+XteLyCUBn33d3udWEflUQLujJkLpu0eMMfrn8Ic1auQDoBrIBjYAoxJtVwR2VwLj7deFwDZgFPAj4Gt2+9eA++zXlwDPAQJMAd5I9DGEOK47gN8Bf7bfPwVca7/+FfCf9usvAb+yX18LLE+07emqtVNBd12OMaU1mEw6Az4E+nVp65VWgDJgp/2/1H5dGgXbpgHjgfdiYRvwpr2s2Ot+Oop2fhv4qsOyo+zznQMMt3WQEU4TofTd059GKkLjnz/EGNMO+OYPSWqMMfuMMW/br48Dm7FKlF8OPGYv9hjwWfv15cBSY/E6UCIilfG1OjwiMhj4DPCQ/V6A6cDT9iJdj8d3nE8DM/r6JBBHUlJrgaSj7gJJEw0mu856q5VPAauMMUeMMUeBVUDElR9DYYx5BTgSC9vsz4qMMa8b6269NGBb0bAzFJcDy4wxbcaYXcAOLD04aqIHfYdFnYrQpPz8IXbY9RzgDaDCGLPP/mg/UGG/ToXj/DlwJ+C135cDx4wxnfb7QJv9x2N/Xm8vn8ykwjmImDTSXSA/J/U1mEzfuQFeFJF1YpUWh95rJZ7HEy3bBtmvu7ZHk9vsrphHfN00fbAznL7Dok5FmiIiBcAzwJeNMQ2Bn9keckqMJRaRWcBBY8y6RNui9Ey66C4Q1WBMON8YMx74NHCriEwL/DCZtZLMtgG/BE4DxgH7gJ/G2wB1KkKzFwicIHiw3Zb0iEgW1oX9CWPMH+zmA77wsv3/oN2e7Mf5ceAyEfkQKzQ3HViEFWb0FW8LtNl/PPbnxUBdPA3uA8l+DiIizXQXSLpoMGm+c2PMXvv/QeB/scLwvdVKPI8nWrbttV/HxGZjzAFjjMcY4wV+jfW99sXOOkLrOyzqVIQmJecPsfvCHgY2G2MWBny0AvBlIN8I/Cmg/QY7i3kKUB8Q5ks4xpivG2MGG2OGYZ2DNcaYzwMvAVfZi3U9Ht9xXmUvn6xPFT5SUmuBpJvuAkkjDSaFzkQkX0QKfa+Bi4H36L1WXgAuFpFSO8x/sd0WC6Jim/1Zg4hMsX8zNwRs66Tpkpf0r1jfq8/Oa8UamTQcqMFKGHXUhK3XUPoOT1+yTk+VP6zM3m1Y2bHfSLQ9Edp8PlZobiOw3v67BKuPbDWwHfgLUGYvL8AD9jG+C0xM9DGEObYLOJF5X23/KHYAvwdy7Ha3/X6H/Xl1ou1OV62dKrrrcpwprcFk0Jn9vW2w/zb57OiLVoB/t7/nHcDNUbLvSayugw6sXII50bQNmIh1s/8AuB+7snWU7HzctmMjliNRGbD8N+x9biVgxEkoTYTSd09/WqZbURRFUZSooN0fiqIoiqJEBXUqFEVRFEWJCupUKIqiKIoSFdSpUBRFURQlKqhToSiKoihKVFCnIk0QEbeIvCkiG8SaJfIeu32WWDMrbhBrBskv9nH7vlkFN4rIiyIyMAo2N57sNpTYIiLfsPW0UaxZDycnwIaXxZpFcYOI/F1ETo/CNj8UkX7RsE+JPyJiROS3Ae8zReSQnJhB9jLp5SysIrJARH7YpW2ciGwOs863ReSrvbU/nVGnIn1oA6YbY8ZilWidKSJTgSXApXb7OcDLJ7GPTxpjxgBrgf+OZIWAimxKiiEi5wGzsGYfHQNcSPA8AaHWi8U5/7yt4ceAH0eygmovrWkCzhKRXPv9RQRUfDTGrDDG3NvLbT4JXNOl7Vq7XYkQdSrSBGPhe/LPsv/agUzsEsHGmqFuK4CIXC0i79lPf6/YbTeJyB9E5HkR2S4iPwqxu1eAEXZ05Dd2BOMdEflkwHZWiMgaYLWIFAQst1FErvRtSES+b9vwuohUhNifkhgqgcPGmDYAY8xhY8w/ReRcEfmHfd7eFJFCh3OeL9aERm/a2rgcQEQyROTHIvKWrYUv2u0X2BGJp0Vki4g8YVcc7IpPe2Jv5z1bV9cEbOdVEVkBvG/v7yf2chtF5PaAbd0uIm/b658Ryy9SiQkrsWaOBfgcATd/W4/326+drnXddGGM2QYc7RKNmw08KSK32JrdICLPiEhefA4x9VCnIo2wfyjrserSrzLGvIFVVa1WRJ4Ukc+LiO+c3w18yn76uyxgM+OwvPWzgWtEJLAuvI9ZWFXbbsXyZ87G+lE/JiJue5nxwFXGmE8A38IqX3u2/cS7xl4mH3jdtuEV4JaT/xaUKPIiMEREtonI/4jIJ8Qq5bscmG+ftwuBFnv5wHP+Dazy1JOATwI/Fqsk8xwsLZwLnAvcIlbZYLAiaV8GRmFV8/u4g02XYmnvCiyt+mz4sZwoUTzetm8kMBcYBoyztfdEwLYOG2tSq18CGsJOPZZhlZ52A2OwZsV1wulaF0oXT2JFJxCr7PYRY8x24A/GmHPtbWzG0rHigDoVaYSxJpIZhzX5yyQROcsY8wVgBla51a8Cj9iL/x14VERuATICNrPaGFNvjGkF3geGBnz2ku20FAE/xCrN/Ft731uAWmCkvewqY8wR+/WFWKVsfXYetV+2A3+2X6/D+pErSYId+ZqAdQE+hOVMfBHYZ4x5y16mwZyYHjnwnF8MfM3Wy8tYpaur7PYb7PY3sMof19jrvGmM2WOsyZDWE6yHJ+x1Po6l4/OBJ23NHwD+iuWk+Lazy359IfCgz8YA+wB8k56p9lIQY8xGrPP2OayoRSicrnWhdLEcuMp++Ars+jjLjoC9C3weGB3NY0kntM8xDTHGHBORl4CZwHvGmHeBd0XkcWAXcJMx5j/sMN9ngHUiMsFevS1gUx6CNfJJY8xh3xvn6LSfpghM7TAn6sR33ZeSBBhjPFhOwcv2BfXWMIsHnnMBrvR1t/kbLdHcbox5oUv7BYTX3ueNMWsDlg9ndiTaI2B/qr3UZQXwE6w5WcqdFghzrXNa9iMR2QV8ArgSOM/+6FHgs8aYDSJyk70/xQGNVKQJItJfRErs17lYiUtb7Iu1j3FY0QRE5DRjzBvGmLuxnkKdujl64lUsrx0RGYn1JLrVYblVBNyMxJq1T0lyROR0EakJaBqHFfqtFJFz7WUKxTkh8gWsnAWxlzsnoP0/xZomHREZaXeL9JZXsbrnMkSkPzANKxrXlVXAF302ikhZH/alJC+PAPfYD06OhLjWhdPFk8DPgJ3GmD12WyGwz9bt52NwHGmDOhXpQyVW98RGrOlsV2GFhO8UazjeeuAe4CZ7+R/bCWrvAf/AmjGwt/wP4LKfYJdjRUDaHJb7HlDqS5bC6mNXkp8CrDyZ921djcLqn74G+IV9LldhdW105btYycIbRWST/R7gIaxutbdt7T1I36IE/4s1E+MGrBydO40x+x2WewjYbduxAbiuD/tSkhS7u2xxD4s5XevC6eL3WN0bgaM+voXVXfd3YEu07E9HdJZSRVEURVGigkYqFEVRFEWJCupUKIqiKIoSFdSpUBRFURQlKqhToSiKoihKVFCnQlEURVGUqKBOhaIoiqIoUUGdCkVRFEVRosL/B8ytL+9xweLkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 540x180 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=data,\n",
    "             y_vars=['SalePrice'],\n",
    "             x_vars=['3SsnPorch',\n",
    "                     'ScreenPorch',\n",
    "                     'MiscVal'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we are going to treat discrete variables as categorical \n",
    "# thus, to allow Feature-engine to pick them up automatically\n",
    "# we need to re-cast them as object\n",
    "\n",
    "data[discrete] = data[discrete].astype('O')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
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    {
     "data": {
      "text/plain": [
       "((1314, 79), (146, 79))"
      ]
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   "source": [
    "# split training data into train and test\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(data.drop(\n",
    "    ['Id', 'SalePrice'], axis=1),\n",
    "    data['SalePrice'],\n",
    "    test_size=0.1,\n",
    "    random_state=0)\n",
    "\n",
    "X_train.shape, X_test.shape"
   ]
  },
  {
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    "# transform year variables:\n",
    "# calculate elapsed time\n",
    "\n",
    "def elapsed_years(df, var):\n",
    "    # capture difference between year variable and\n",
    "    # year the house was sold\n",
    "    \n",
    "    df[var] = df['YrSold'] - df[var]\n",
    "    return df\n",
    "\n",
    "for var in ['YearBuilt', 'YearRemodAdd', 'GarageYrBlt']:\n",
    "    X_train = elapsed_years(X_train, var)\n",
    "    X_test = elapsed_years(X_test, var)"
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "# drop YrSold\n",
    "\n",
    "X_train.drop('YrSold', axis=1, inplace=True)\n",
    "X_test.drop('YrSold', axis=1, inplace=True)"
   ]
  },
  {
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   "source": [
    "house_pipe = Pipeline([\n",
    "\n",
    "    # ===  missing data imputation =======\n",
    "    # add missing indicator to variables that show NA\n",
    "    ('missing_ind', mdi.AddMissingIndicator(missing_only=True)),\n",
    "\n",
    "    # impute numerical variables with the median - vars automatically identified\n",
    "    ('imputer_num',  mdi.MeanMedianImputer(imputation_method='median')),\n",
    "\n",
    "    # impute categorical variables with a string, vars automatically identified\n",
    "    # with return_object set to true, the numerical variables are cast as object\n",
    "    # so that the encoders can identify them automatically\n",
    "    ('imputer_cat', mdi.CategoricalImputer(return_object=True)),\n",
    "\n",
    "\n",
    "    # === categorical encoding =========\n",
    "    # group infrequent labels into a group, called \"Rare\"\n",
    "    # categorical variables automatically identified\n",
    "    ('rare_label_enc', ce.RareLabelEncoder(tol=0.1, n_categories=1)),\n",
    "\n",
    "    # encode categories with the predictions from a tree\n",
    "    # categorical variables automatically identified\n",
    "    ('categorical_enc', ce.DecisionTreeEncoder(\n",
    "        param_grid={'max_depth': [1, 2,3]},\n",
    "        random_state=2909)),\n",
    "\n",
    "    # === discretisation =====\n",
    "    # transform numerical variables into tree predictions\n",
    "    # need to specify variable names, because by now, all variables\n",
    "    # will be numerical. Otherwise transformer will transform all\n",
    "    ('discretisation', dsc.DecisionTreeDiscretiser(\n",
    "        param_grid={'max_depth': [1, 2, 3]},\n",
    "        random_state=2909,\n",
    "        variables=numerical)),\n",
    "\n",
    "    # feature Scaling\n",
    "    ('scaler', StandardScaler()),\n",
    "\n",
    "    # regression\n",
    "    ('lasso', Lasso(alpha=100, random_state=0, max_iter=1000)),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# let's fit the pipeline\n",
    "house_pipe.fit(X_train, y_train)\n",
    "\n",
    "# let's get the predictions\n",
    "X_train_preds = house_pipe.predict(X_train)\n",
    "X_test_preds = house_pipe.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train mse: 743429539.9229556\n",
      "train rmse: 27265.904348158994\n",
      "train r2: 0.8809337671771985\n",
      "\n",
      "test mse: 1188075337.0764625\n",
      "test rmse: 34468.4687370423\n",
      "test r2: 0.8271165008851808\n"
     ]
    }
   ],
   "source": [
    "# check model performance:\n",
    "\n",
    "print('train mse: {}'.format(mean_squared_error(y_train, X_train_preds, squared=True)))\n",
    "print('train rmse: {}'.format(mean_squared_error(y_train, X_train_preds, squared=False)))\n",
    "print('train r2: {}'.format(r2_score(y_train, X_train_preds)))\n",
    "print()\n",
    "print('test mse: {}'.format(mean_squared_error(y_test, X_test_preds,squared=True)))\n",
    "print('test rmse: {}'.format(mean_squared_error(y_test, X_test_preds, squared=False)))\n",
    "print('test r2: {}'.format(r2_score(y_test, X_test_preds)))"
   ]
  },
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